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Efficient Convolution Neural Network Architecture Optimization on FPGA
Research Goal†
- To optmize CNN with Fixed point implemnetiaon and keep almost the same accuracy.
- Use Xilinx board and Vivado design tool
- Use MINIST data set for evalaution
- Study the power comsuption, thecomplexity, the accuarcy, the execution time
Research schedule†
- Read papers, Book: April - June
- Describe the CNN architecture and the optimization techniques
- MS exam ducuemnet preparation (recommenation, research proposal and plan), From June 3 -
- GS exam reaharsal
- GS Examination, July 13, 2019.
- Implement own system architecture, ??
- Simulate,??
- Write GT thesis, ??
References†